Split (1)

train · 15k rows

record_id int64 1 6k	irrigation_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.2 23.6	farm_type stringclasses 3 values	has_irrigation bool 2 classes	annual_rainfall_mm float64 400 2k	rainfall_variability_pct float64 15 35	drought_frequency stringclasses 3 values	water_stress_months int64 2 7	irrigation_type stringclasses 7 values	water_source stringclasses 7 values	energy_source stringclasses 7 values	ownership stringclasses 6 values	area_irrigated_ha float64 0 10.1	rainfed_area_ha float64 0 23.6	irrigation_pct float64 0 99.9	irrigation_capacity_m3_day float64 0 444	system_age_years int64 0 19	system_condition stringclasses 5 values	installation_cost_usd float64 0 19.1k	annual_maintenance_usd float64 0 2.51k	subsidy_received bool 2 classes	subsidy_amount_usd float64 0 6.71k	financing_access bool 2 classes	water_applied_mm float64 0 800	crop_water_requirement_mm float64 400 700	application_efficiency_pct float64 0 95	effective_water_mm float64 0 757	water_productivity_kg_m3 float64 0 2.5	conveyance_efficiency_pct float64 0 95	distribution_uniformity_pct float64 0 95	irrigation_efficiency_index float64 0 84.8	energy_cost_usd_season float64 0 2.19k	labor_hours_season float64 0 441	irrigation_frequency stringclasses 5 values	scheduling_method stringclasses 5 values	primary_crop stringclasses 7 values	yield_increase_pct float64 0 60	cropping_intensity float64 1 2.5	seasons_irrigated int64 0 3	total_water_use_m3 float64 0 58.3k	water_withdrawal_m3_ha float64 0 8k	water_user_association bool 2 classes	permit_obtained bool 2 classes	water_conflicts bool 2 classes	groundwater_depth_m float64 0 79.9	pump_capacity_hp float64 0 25	maintenance_quality stringclasses 3 values	technology_level stringclasses 4 values	technical_support bool 2 classes	water_scarcity_impact bool 2 classes	expansion_potential bool 2 classes	investment_return_years float64 0 44.5	irrigation_category stringclasses 3 values	scenario stringclasses 3 values
201	IRR-ETH-2018-00201	Ethiopia	2,018	3.65	subsistence	false	770	16.9	occasional	5	none	none	none	none	0	3.65	0	0	0	na	0	0	false	0	false	0	438	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
202	IRR-NIG-2023-00202	Nigeria	2,023	0.7	semi-commercial	false	860	34.4	rare	5	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	550	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
203	IRR-TAN-2019-00203	Tanzania	2,019	3.55	subsistence	false	983	16.1	rare	7	none	none	none	none	0	3.55	0	0	0	na	0	0	false	0	false	0	411	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
204	IRR-TAN-2023-00204	Tanzania	2,023	1.84	semi-commercial	false	1,016	24.5	frequent	7	none	none	none	none	0	1.84	0	0	0	na	0	0	false	0	false	0	456	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
205	IRR-UGA-2019-00205	Uganda	2,019	1.29	subsistence	false	663	29.1	frequent	3	none	none	none	none	0	1.29	0	0	0	na	0	0	false	0	false	0	555	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
206	IRR-MAL-2022-00206	Malawi	2,022	1.72	commercial	true	783	25.7	rare	4	sprinkler	wetland	electric	shared	1.55	0.17	90.1	51	2	excellent	2,328	137	false	0	false	591	568	77.1	455	1.35	93.3	79.2	56.9	171	31	weekly	calendar	vegetables	35.4	1.56	2	9,168	5,906	false	false	true	0	7.6	good	medium	true	false	false	7.6	modern	high_burden
207	IRR-NIG-2021-00207	Nigeria	2,021	0.77	subsistence	false	758	18.8	frequent	5	none	none	none	none	0	0.77	0	0	0	na	0	0	false	0	false	0	671	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
208	IRR-ZAM-2022-00208	Zambia	2,022	1.83	subsistence	false	1,003	26.1	frequent	5	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	625	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
209	IRR-MAL-2020-00209	Malawi	2,020	1.78	subsistence	false	859	21.2	rare	5	none	none	none	none	0	1.78	0	0	0	na	0	0	false	0	false	0	410	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
210	IRR-UGA-2018-00210	Uganda	2,018	1.45	semi-commercial	false	1,470	18.7	rare	5	none	none	none	none	0	1.45	0	0	0	na	0	0	false	0	false	0	592	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
211	IRR-UGA-2023-00211	Uganda	2,023	0.52	subsistence	false	830	25.1	occasional	6	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	653	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
212	IRR-TAN-2024-00212	Tanzania	2,024	3.81	subsistence	false	981	24.5	occasional	4	none	none	none	none	0	3.81	0	0	0	na	0	0	false	0	false	0	663	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
213	IRR-TAN-2025-00213	Tanzania	2,025	0.5	semi-commercial	false	763	20.9	frequent	7	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	440	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
214	IRR-TAN-2024-00214	Tanzania	2,024	8.67	commercial	false	1,246	29.5	occasional	4	none	none	none	none	0	8.67	0	0	0	na	0	0	false	0	false	0	547	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
215	IRR-GHA-2018-00215	Ghana	2,018	2.21	semi-commercial	false	629	17.8	frequent	4	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	477	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
216	IRR-ZAM-2019-00216	Zambia	2,019	2.55	subsistence	false	638	16.2	occasional	6	none	none	none	none	0	2.55	0	0	0	na	0	0	false	0	false	0	522	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
217	IRR-MAL-2018-00217	Malawi	2,018	0.85	semi-commercial	false	958	29.6	rare	2	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	482	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
218	IRR-MAL-2020-00218	Malawi	2,020	0.87	commercial	false	814	17.1	frequent	3	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	499	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
219	IRR-KEN-2019-00219	Kenya	2,019	1.06	subsistence	false	677	21.4	frequent	7	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	582	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
220	IRR-ZAM-2019-00220	Zambia	2,019	1.17	semi-commercial	false	850	33.2	rare	3	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	425	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
221	IRR-TAN-2023-00221	Tanzania	2,023	0.6	semi-commercial	true	906	20.7	rare	7	drip	lake	gravity	individual	0.22	0.38	36	8	8	poor	541	62	false	0	false	648	409	78.8	510	0.9	91.2	93.3	67	0	3	weekly	visual	sugarcane	53.6	2.22	1	1,401	6,475	false	false	true	0	0	poor	high	false	false	false	3.4	modern	high_burden
222	IRR-ZAM-2019-00222	Zambia	2,019	1.3	subsistence	false	910	34.5	frequent	5	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	405	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
223	IRR-NIG-2024-00223	Nigeria	2,024	1.04	subsistence	false	859	19	occasional	3	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	554	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
224	IRR-TAN-2023-00224	Tanzania	2,023	0.48	semi-commercial	false	735	28.3	rare	2	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	448	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
225	IRR-MAL-2022-00225	Mali	2,022	0.44	subsistence	false	830	19.2	rare	7	none	none	none	none	0	0.44	0	0	0	na	0	0	false	0	false	0	415	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
226	IRR-UGA-2020-00226	Uganda	2,020	3.98	subsistence	false	1,273	22.9	occasional	6	none	none	none	none	0	3.98	0	0	0	na	0	0	false	0	false	0	644	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
227	IRR-BUR-2022-00227	Burkina Faso	2,022	2.07	semi-commercial	false	490	19.6	frequent	2	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
228	IRR-BUR-2024-00228	Burkina Faso	2,024	2.65	subsistence	false	592	23.3	occasional	2	none	none	none	none	0	2.65	0	0	0	na	0	0	false	0	false	0	629	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
229	IRR-UGA-2019-00229	Uganda	2,019	2.29	semi-commercial	false	1,099	23.2	occasional	6	none	none	none	none	0	2.29	0	0	0	na	0	0	false	0	false	0	616	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
230	IRR-BUR-2018-00230	Burkina Faso	2,018	0.62	commercial	false	857	25.5	rare	4	none	none	none	none	0	0.62	0	0	0	na	0	0	false	0	false	0	623	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
231	IRR-ZAM-2018-00231	Zambia	2,018	1.34	subsistence	false	789	33.3	frequent	6	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
232	IRR-NIG-2024-00232	Nigeria	2,024	3.13	commercial	true	654	21.2	rare	3	drip	river	solar	individual	2.52	0.61	80.5	124	6	excellent	6,294	873	false	0	false	651	416	90.2	587	1.82	73.2	90.7	59.9	0	38	weekly	calendar	vegetables	27.3	1.35	1	16,401	6,514	false	false	false	0	11.6	good	high	false	false	false	14.8	modern	high_burden
233	IRR-MAL-2019-00233	Mali	2,019	0.85	commercial	false	1,053	20.6	frequent	6	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	537	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
234	IRR-KEN-2022-00234	Kenya	2,022	1.37	semi-commercial	true	1,297	20	occasional	3	drip	wetland	electric	private_company	1.18	0.19	86.2	66	7	fair	2,956	431	false	0	false	497	521	95	472	0.86	80.2	95	72.4	102	18	daily	calendar	fruits	47.9	1.93	3	5,874	4,968	true	false	false	0	4.2	poor	high	true	false	false	9	modern	high_burden
235	IRR-MAL-2022-00235	Mali	2,022	0.91	subsistence	false	926	27.4	rare	7	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	675	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
236	IRR-MAL-2019-00236	Malawi	2,019	0.61	semi-commercial	false	870	32.1	rare	5	none	none	none	none	0	0.61	0	0	0	na	0	0	false	0	false	0	401	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
237	IRR-ETH-2021-00237	Ethiopia	2,021	0.63	subsistence	false	1,182	26.9	frequent	4	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	684	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
238	IRR-TAN-2021-00238	Tanzania	2,021	0.63	semi-commercial	false	1,064	32.6	rare	3	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	441	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
239	IRR-MAL-2020-00239	Malawi	2,020	1.56	subsistence	false	1,027	34.4	rare	7	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	486	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
240	IRR-GHA-2021-00240	Ghana	2,021	0.5	semi-commercial	false	1,423	24.2	rare	3	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	585	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
241	IRR-GHA-2023-00241	Ghana	2,023	1.83	semi-commercial	false	941	18.4	rare	3	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	644	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
242	IRR-TAN-2025-00242	Tanzania	2,025	1.43	subsistence	false	779	22.5	rare	6	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	690	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
243	IRR-NIG-2018-00243	Nigeria	2,018	0.89	subsistence	false	1,085	19.2	occasional	2	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	554	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
244	IRR-BUR-2024-00244	Burkina Faso	2,024	1.3	semi-commercial	false	802	21.1	frequent	3	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	560	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
245	IRR-GHA-2021-00245	Ghana	2,021	1.54	subsistence	false	1,314	29.4	frequent	6	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	653	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
246	IRR-BUR-2018-00246	Burkina Faso	2,018	0.94	subsistence	true	691	28.2	rare	4	sprinkler	river	electric	cooperative	0.9	0.04	95.5	47	14	good	1,350	145	true	706	false	403	548	69.3	279	1.23	73.6	83.7	42.7	130	18	weekly	calendar	cotton	57.3	2.23	2	3,628	4,031	false	true	false	0	21.1	good	medium	true	false	false	5	modern	high_burden
247	IRR-ZAM-2025-00247	Zambia	2,025	1.83	semi-commercial	false	1,594	25.7	occasional	4	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	631	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
248	IRR-KEN-2020-00248	Kenya	2,020	1.25	semi-commercial	false	821	15.6	occasional	3	none	none	none	none	0	1.25	0	0	0	na	0	0	false	0	false	0	595	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
249	IRR-GHA-2020-00249	Ghana	2,020	1.22	subsistence	false	1,060	27.9	occasional	5	none	none	none	none	0	1.22	0	0	0	na	0	0	false	0	false	0	542	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
250	IRR-UGA-2024-00250	Uganda	2,024	1.5	semi-commercial	false	400	34.7	rare	4	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	449	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
251	IRR-TAN-2021-00251	Tanzania	2,021	2.13	subsistence	false	1,182	16.8	rare	5	none	none	none	none	0	2.13	0	0	0	na	0	0	false	0	false	0	481	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
252	IRR-MAL-2024-00252	Malawi	2,024	0.47	semi-commercial	true	1,163	16.3	occasional	2	surface	lake	gravity	individual	0.38	0.09	81.7	20	3	good	306	26	false	0	false	566	615	57.2	324	1.65	74.7	82.7	35.3	0	11	daily	calendar	fruits	59.2	2.16	2	2,168	5,663	false	false	false	0	0	good	low	false	false	false	2.2	traditional	high_burden
253	IRR-ETH-2022-00253	Ethiopia	2,022	1.68	subsistence	false	926	34.5	frequent	4	none	none	none	none	0	1.68	0	0	0	na	0	0	false	0	false	0	599	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
254	IRR-MAL-2023-00254	Mali	2,023	0.53	commercial	true	1,446	32.5	rare	3	sprinkler	reservoir	solar	cooperative	0.17	0.36	32.6	7	17	poor	259	18	false	0	false	645	644	69.2	447	2.44	72.5	69.2	34.7	0	3	biweekly	calendar	maize	26.1	2.28	2	1,113	6,452	false	false	false	0	5.1	poor	medium	false	false	false	3.7	modern	high_burden
255	IRR-MAL-2021-00255	Malawi	2,021	1.17	subsistence	false	400	23.3	occasional	7	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	636	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
256	IRR-UGA-2020-00256	Uganda	2,020	3.26	subsistence	false	837	15.4	occasional	6	none	none	none	none	0	3.26	0	0	0	na	0	0	false	0	false	0	577	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
257	IRR-MAL-2025-00257	Mali	2,025	1.36	semi-commercial	false	1,353	25.3	rare	5	none	none	none	none	0	1.36	0	0	0	na	0	0	false	0	false	0	622	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
258	IRR-ZAM-2021-00258	Zambia	2,021	10.65	commercial	false	681	25.6	occasional	5	none	none	none	none	0	10.65	0	0	0	na	0	0	false	0	false	0	528	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
259	IRR-NIG-2025-00259	Nigeria	2,025	1.86	semi-commercial	true	798	29.8	frequent	4	drip	rainwater_harvesting	solar	cooperative	0.59	1.27	31.9	26	10	fair	1,481	174	false	0	false	639	663	84.9	543	2.42	91	88.2	68.1	0	9	biweekly	calendar	fruits	55	1.81	1	3,786	6,392	false	false	false	0	13.3	poor	high	false	true	false	2.9	modern	high_burden
260	IRR-GHA-2021-00260	Ghana	2,021	3.55	subsistence	false	522	25.5	rare	4	none	none	none	none	0	3.55	0	0	0	na	0	0	false	0	false	0	417	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
261	IRR-ETH-2018-00261	Ethiopia	2,018	0.77	semi-commercial	true	942	30.9	frequent	4	drip	rainwater_harvesting	diesel	shared	0.32	0.45	41.9	13	4	fair	806	58	true	275	false	749	611	82.4	617	1.45	86.1	84.7	60.1	56	5	daily	soil_moisture	fruits	46.3	1.67	2	2,413	7,487	false	false	false	0	4.1	poor	high	false	true	false	4.5	modern	high_burden
262	IRR-NIG-2024-00262	Nigeria	2,024	1.54	semi-commercial	false	746	24.2	rare	7	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	572	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
263	IRR-BUR-2018-00263	Burkina Faso	2,018	0.66	subsistence	false	1,069	19.1	frequent	2	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	426	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
264	IRR-ZAM-2023-00264	Zambia	2,023	2.42	semi-commercial	true	821	30.2	rare	5	surface	groundwater	diesel	shared	2.13	0.29	88.2	87	12	poor	1,705	234	true	640	true	566	631	58.9	333	1.85	74.4	62.8	27.5	530	64	weekly	soil_moisture	fruits	29.9	1.94	2	12,055	5,655	false	false	false	75	9.6	poor	low	false	false	false	4.7	traditional	high_burden
265	IRR-NIG-2019-00265	Nigeria	2,019	2.72	subsistence	false	940	25.6	frequent	3	none	none	none	none	0	2.72	0	0	0	na	0	0	false	0	false	0	609	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
266	IRR-MAL-2023-00266	Malawi	2,023	1.73	subsistence	false	1,493	17.9	occasional	4	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	626	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
267	IRR-ZAM-2022-00267	Zambia	2,022	0.9	semi-commercial	false	879	32.3	frequent	7	none	none	none	none	0	0.9	0	0	0	na	0	0	false	0	false	0	538	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
268	IRR-GHA-2018-00268	Ghana	2,018	3.04	subsistence	false	986	25.2	rare	6	none	none	none	none	0	3.04	0	0	0	na	0	0	false	0	false	0	661	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
269	IRR-KEN-2018-00269	Kenya	2,018	3.64	commercial	false	1,144	18.7	rare	2	none	none	none	none	0	3.64	0	0	0	na	0	0	false	0	false	0	478	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
270	IRR-MAL-2019-00270	Mali	2,019	1.03	subsistence	false	1,145	27.6	frequent	4	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	549	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
271	IRR-ZAM-2023-00271	Zambia	2,023	0.97	semi-commercial	false	1,047	24.7	rare	5	none	none	none	none	0	0.97	0	0	0	na	0	0	false	0	false	0	685	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
272	IRR-NIG-2019-00272	Nigeria	2,019	3.13	subsistence	false	960	27.1	frequent	7	none	none	none	none	0	3.13	0	0	0	na	0	0	false	0	false	0	442	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
273	IRR-TAN-2023-00273	Tanzania	2,023	1.26	subsistence	false	1,070	25.2	occasional	7	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	568	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
274	IRR-MAL-2024-00274	Malawi	2,024	0.56	subsistence	false	1,047	22.1	occasional	7	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	481	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
275	IRR-BUR-2021-00275	Burkina Faso	2,021	4.14	semi-commercial	false	503	26.7	occasional	3	none	none	none	none	0	4.14	0	0	0	na	0	0	false	0	false	0	446	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
276	IRR-ETH-2021-00276	Ethiopia	2,021	1.01	commercial	false	911	24.3	occasional	5	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	680	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
277	IRR-TAN-2023-00277	Tanzania	2,023	1.21	commercial	false	1,270	18	frequent	2	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	522	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
278	IRR-MAL-2021-00278	Malawi	2,021	0.53	semi-commercial	false	400	24.2	occasional	6	none	none	none	none	0	0.53	0	0	0	na	0	0	false	0	false	0	538	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
279	IRR-UGA-2024-00279	Uganda	2,024	2.18	subsistence	true	899	34	rare	7	drip	wetland	diesel	individual	0.71	1.47	32.7	26	19	fair	1,780	222	false	0	false	710	526	79.6	565	2.24	90.6	73.8	53.3	196	11	weekly	soil_moisture	rice	51.3	1.48	2	5,053	7,099	false	false	false	0	19.9	poor	high	true	false	false	3.2	modern	high_burden
280	IRR-MAL-2024-00280	Malawi	2,024	0.8	subsistence	true	1,156	29.2	occasional	2	center_pivot	rainwater_harvesting	gravity	individual	0.33	0.47	40.9	17	6	fair	1,639	180	false	0	false	604	605	76.6	463	1.08	71.4	85.1	46.6	0	3	weekly	weather_based	rice	36.6	2.17	1	1,980	6,041	false	true	false	0	0	poor	high	false	false	false	11.2	traditional	high_burden
281	IRR-TAN-2025-00281	Tanzania	2,025	2.14	semi-commercial	false	1,119	23.5	rare	4	none	none	none	none	0	2.14	0	0	0	na	0	0	false	0	false	0	684	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
282	IRR-KEN-2022-00282	Kenya	2,022	4.6	subsistence	false	742	25.9	frequent	4	none	none	none	none	0	4.6	0	0	0	na	0	0	false	0	false	0	521	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
283	IRR-NIG-2024-00283	Nigeria	2,024	1.31	subsistence	true	862	34.1	frequent	2	surface	river	gravity	private_company	0.81	0.5	61.5	28	4	good	645	53	false	0	false	499	465	53.3	266	1.08	92.1	62.6	30.7	0	24	as_needed	visual	maize	40.6	1.66	1	4,025	4,993	true	false	true	0	0	good	low	false	false	false	2.4	traditional	high_burden
284	IRR-NIG-2024-00284	Nigeria	2,024	0.91	commercial	false	400	30.5	occasional	3	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	573	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
285	IRR-MAL-2024-00285	Mali	2,024	1.11	semi-commercial	false	560	32.7	rare	3	none	none	none	none	0	1.11	0	0	0	na	0	0	false	0	false	0	609	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
286	IRR-MAL-2020-00286	Malawi	2,020	4.78	semi-commercial	false	1,232	25.9	rare	5	none	none	none	none	0	4.78	0	0	0	na	0	0	false	0	false	0	591	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
287	IRR-MAL-2023-00287	Mali	2,023	0.23	subsistence	false	1,159	31.3	occasional	6	none	none	none	none	0	0.23	0	0	0	na	0	0	false	0	false	0	502	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
288	IRR-BUR-2025-00288	Burkina Faso	2,025	1.6	commercial	true	898	27.1	occasional	3	surface	reservoir	electric	individual	0.58	1.01	36.5	32	6	good	466	35	false	0	false	389	550	47	183	2.02	91.4	77.3	33.2	34	17	as_needed	calendar	vegetables	58.6	1.41	1	2,269	3,891	false	false	false	0	10.7	good	low	false	false	true	1	traditional	high_burden
289	IRR-KEN-2023-00289	Kenya	2,023	3.24	subsistence	false	869	15	frequent	7	none	none	none	none	0	3.24	0	0	0	na	0	0	false	0	false	0	548	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
290	IRR-TAN-2022-00290	Tanzania	2,022	0.72	subsistence	false	1,031	18.3	occasional	4	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	626	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
291	IRR-UGA-2020-00291	Uganda	2,020	0.29	semi-commercial	false	495	21.9	frequent	4	none	none	none	none	0	0.29	0	0	0	na	0	0	false	0	false	0	622	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	high_burden
292	IRR-KEN-2018-00292	Kenya	2,018	1.4	subsistence	false	1,418	24.9	occasional	5	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	665	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
293	IRR-ETH-2019-00293	Ethiopia	2,019	1.57	subsistence	false	1,157	22.8	occasional	3	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	578	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
294	IRR-TAN-2021-00294	Tanzania	2,021	4.23	subsistence	false	865	22.2	occasional	7	none	none	none	none	0	4.23	0	0	0	na	0	0	false	0	false	0	582	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
295	IRR-UGA-2021-00295	Uganda	2,021	1.1	subsistence	true	602	34.8	occasional	4	flood	reservoir	diesel	individual	0.81	0.29	73.5	33	4	fair	322	46	true	119	false	525	597	46.4	244	2.46	85.9	84.1	33.5	206	32	as_needed	calendar	rice	48.3	1.79	2	4,233	5,254	true	true	true	0	18.2	poor	low	false	false	false	1.2	traditional	high_burden
296	IRR-TAN-2018-00296	Tanzania	2,018	1.04	subsistence	false	574	31.7	occasional	3	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	522	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
297	IRR-BUR-2025-00297	Burkina Faso	2,025	2.23	subsistence	false	1,352	20.1	rare	2	none	none	none	none	0	2.23	0	0	0	na	0	0	false	0	false	0	445	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
298	IRR-MAL-2020-00298	Malawi	2,020	0.45	subsistence	false	1,163	25.8	occasional	6	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	667	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
299	IRR-BUR-2023-00299	Burkina Faso	2,023	0.79	subsistence	false	786	25.7	occasional	5	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	556	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden
300	IRR-ETH-2020-00300	Ethiopia	2,020	0.54	subsistence	false	1,194	18.1	rare	5	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	560	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	high_burden

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